#Setting a reasonable p-value threshold to be used throughout

p_cutoff <- 0.05

p_cutoff_new <- 0.05

knitr::opts_chunk$set(echo = FALSE, message = FALSE, warning = FALSE)

FC_cutoff_original <- 0

FC_cutoff_new <- 1

Global parameters for modeling

Exploratory Plots

Heatmaps

Individuals clustered by overall expression

Individuals by Top 100 genes heatmap

Individuals clustered by top 100 gene expression

PCA for overall expression

---
title: "DEanalysis_kfish_osmotic"
author: "Lisa Johnson"
date: '`r Sys.Date()`'
output:
  html_document:
    code_folding: hide
    collapsed: no
    df_print: paged
    number_sections: yes
    theme: cerulean
    toc: yes
    toc_depth: 5
    toc_float: yes
  html_notebook:
    toc: yes
    toc_depth: 5
---

```{r GlobalVariables}

#Setting a reasonable p-value threshold to be used throughout

p_cutoff <- 0.05

p_cutoff_new <- 0.05

knitr::opts_chunk$set(echo = FALSE, message = FALSE, warning = FALSE)

FC_cutoff_original <- 0

FC_cutoff_new <- 1


```


#Global parameters for modeling



```{r LoadPackages, results='hide', include=FALSE}

# Install function for packages    
packages<-function(x){
  x<-as.character(match.call()[[2]])
  if (!require(x,character.only=TRUE)){
    install.packages(pkgs=x,repos="http://cran.r-project.org")
    require(x,character.only=TRUE)
  }
}

bioconductors <- function(x){
    x<- as.character(match.call()[[2]])
    if (!require(x, character.only = TRUE)){
      source("https://bioconductor.org/biocLite.R")
      biocLite(pkgs=x)
      require(x, character.only = TRUE)
    }
}

packages(MASS)
packages(ggplot2)
packages(gtools)
packages(pheatmap)
packages(cowplot)
packages(RColorBrewer)
packages(dplyr)
packages(tidyr)
packages(ggrepel)
bioconductors(DESeq2)
bioconductors(limma)
bioconductors('edgeR')
packages(gplots)
packages(lattice)

sessionInfo()

```


```{r loadfiles, results='hide', include=FALSE}

# This is the counts with Experimental Design Info in the last 5 rows

if(!file.exists('../../../Ensembl_species_counts_designfactors.csv')){
  download.file("https://osf.io/7vp38/download",'Ensembl_species_counts_designfactors.csv')
}
if(!file.exists('../../../nonzero_clade_physiology_counts_design.csv')){
  download.file("https://osf.io/be7ny/download",'nonzero_clade_physiology_counts_design.csv')
}
if(!file.exists('../../../greater5counts_clade_physiology_counts_design.csv')){
  download.file("https://osf.io/be7ny/download",'greater5counts_clade_physiology_counts_design.csv')
}

#counts_design <- read.csv("Ensembl_species_counts_designfactors.csv",stringsAsFactors = TRUE)
counts_design <- read.csv("../../../nonzero_clade_physiology_counts_design.csv",stringsAsFactors = TRUE)


```


```{r designinfo, include=FALSE}
# -----------------------
# Format design and counts matrix
# -----------------------

design <- counts_design[counts_design$Ensembl == 'Empty',]
#design$type <- c("species","native_salinity","clade","group","condition")
drops <- c("X","Ensembl",
           "F_zebrinus_BW_1.quant","F_zebrinus_BW_2.quant",
           "F_zebrinus_FW_1.quant","F_zebrinus_FW_2.quant",
           "F_notti_FW_1.quant","F_notti_FW_2.quant",
           "F_sciadicus_BW_1.quant","F_sciadicus_FW_1.quant","F_sciadicus_FW_2.quant")
transfer_drops <- c("F_sciadicus_transfer_1.quant","F_rathbuni_transfer_1.quant","F_rathbuni_transfer_2.quant","F_rathbuni_transfer_3.quant",
                    "F_grandis_transfer_1.quant","F_grandis_transfer_2.quant","F_grandis_transfer_3.quant",
                    "F_notatus_transfer_1.quant","F_notatus_transfer_2.quant","F_notatus_transfer_3.quant",
                    "F_parvapinis_transfer_1.quant","F_parvapinis_transfer_2.quant",
                    "L_goodei_transfer_1.quant","L_goodei_transfer_2.quant","L_goodei_transfer_3.quant",
                    "F_olivaceous_transfer_1.quant","F_olivaceous_transfer_2.quant",
                    "L_parva_transfer_1.quant","L_parva_transfer_2.quant","L_parva_transfer_3.quant",
                    "F_heteroclitusMDPP_transfer_1.quant","F_heteroclitusMDPP_transfer_2.quant","F_heteroclitusMDPP_transfer_3.quant",
                    "F_similis_transfer_1.quant","F_similis_transfer_2.quant","F_similis_transfer_3.quant",
                    "F_diaphanus_transfer_1.quant","F_diaphanus_transfer_2.quant",
                    "F_chrysotus_transfer_1.quant","F_chrysotus_transfer_2.quant",
                    "A_xenica_transfer_1.quant","A_xenica_transfer_2.quant","A_xenica_transfer_3.quant" ,
                    "F_catanatus_transfer_1.quant","F_catanatus_transfer_2.quant",
                    "F_heteroclitusMDPL_transfer_1.quant","F_heteroclitusMDPL_transfer_2.quant","F_heteroclitusMDPL_transfer_3.quant")
counts<-counts_design[!counts_design$Ensembl == 'Empty',]
rownames(counts)<-counts$Ensembl
design <- design[ , !(names(design) %in% drops)]
counts <- counts[ , !(names(counts) %in% drops)]
design <- design[ , !(names(design) %in% transfer_drops)]
counts <- counts[ , !(names(counts) %in% transfer_drops)]
dim(design)
#[1]  5 81
dim(counts)
#[1] 30466    81
# --------------------
# design cateogories
# --------------------

species<-as.character(unlist(design[1,]))
physiology<-as.character(unlist(design[2,]))
clade<-as.character(unlist(design[3,]))
condition<-as.character(unlist(design[5,]))
condition_physiology<-as.vector(paste(condition,physiology,sep="."))
cols<-colnames(counts)
ExpDesign <- data.frame(row.names=cols,
                        condition=condition,
                        physiology = physiology,
                        clade = clade,
                        species = species,
                        sample=cols)
ExpDesign
design = model.matrix( ~ physiology + condition + physiology:condition, ExpDesign)

colnames(design)
# check rank of matrix
Matrix::rankMatrix( design )
dim(design)
```


```{r norm, results='hide', include=FALSE}
counts_round <- round(data.matrix(counts), digits=0)
#counts_round <- head(counts_round, n = 19000)
dim(counts_round)
#plot(colSums(t(counts_round)) )
lcpm2 <- cpm(counts_round, log = TRUE)
#boxplot(lcpm2, las = 2, main = "Before DESeq2 Normalization")

# transform with DESeq to stabilize variance

dds <- DESeqDataSetFromMatrix(countData = counts_round,colData = ExpDesign,design = design)
dds <- estimateSizeFactors(dds)
dds <- estimateDispersions(dds)
dds$sizeFactor
nc <- counts(dds, normalized=TRUE)
#write.csv(nc, "../../../normcounts.csv")
counts<-nc
#plot(colSums(t(counts)) )

cpm <- cpm(counts)
lcpm <- cpm(counts, log = TRUE)
#plot(colSums(t(lcpm)) )
#boxplot(lcpm, las = 2, main = "After DESeq2 Normalization")
```


# Exploratory Plots


## Heatmaps


### Individuals clustered by overall expression


```{r PlainHeatmap, fig.keep="last", fig.width=11, fig.path='figures/', dev=c('png', 'pdf')}



rld <- vst(dds, blind = FALSE,fitType='local')
sampleDists <- dist(t(assay(rld)))
df <- as.data.frame(colData(dds)[,c("physiology","condition","clade")])
sampleDistMatrix <- as.matrix( sampleDists )
colors <- colorRampPalette( rev(brewer.pal(9, "Blues")) )(255)
pheatmap(sampleDistMatrix,
         clustering_distance_rows = sampleDists,
         clustering_distance_cols = sampleDists,
         col = colors, annotation = df, show_rownames=F)

```

### Individuals by Top 100 genes heatmap



```{r MiniPlainGeneHeatmap, echo=FALSE, fig.keep="last", fig.width=11, fig.path='figures/', dev=c('png', 'pdf')}

select100 <- order(rowMeans(counts(dds,normalized=TRUE)),decreasing=TRUE)[1:100]

pheatmap(assay(rld)[select100,], show_rownames=T,clustering_distance_rows = sampleDists,
         clustering_distance_cols = sampleDists, annotation_col=df)


```

### Individuals clustered by top 100 gene expression


```{r MiniPlainHeatmap, echo=FALSE, fig.keep="last", fig.width=11, fig.path='figures/', dev=c('png', 'pdf')}

select100 <- order(rowMeans(counts(dds,normalized=TRUE)),decreasing=TRUE)[1:100]

sampleDists <- dist(t(assay(rld)[select100,]))
sampleDistMatrix <- as.matrix( sampleDists )

pheatmap(sampleDistMatrix, show_rownames=T,clustering_distance_rows = sampleDists,
         clustering_distance_cols = sampleDists, annotation_col=df)


```

### PCA for overall expression


```{r plainPCA, fig.keep="last", fig.width=11, fig.path='figures/', dev=c('png', 'pdf')}


cowplot::plot_grid( plotPCA(rld, intgroup="condition"),
                    plotPCA(rld, intgroup="physiology"),
                    plotPCA(rld, intgroup="clade"),
                    plotPCA(rld, intgroup=c("clade","physiology")),
                           align="c", ncol=2)

```

